├── README.md ├── RoBERTa_zh_L12_PyTorch └── vocab.txt ├── __init__.py ├── configuration_unilm.py ├── decode_seq2seq.py ├── modeling_unilm.py ├── process_data.py ├── process_to_result.py ├── pytorch_transformers ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── activations.cpython-36.pyc │ ├── configuration_albert.cpython-36.pyc │ ├── configuration_albert.cpython-37.pyc │ ├── configuration_auto.cpython-36.pyc │ ├── configuration_auto.cpython-37.pyc │ ├── configuration_bart.cpython-36.pyc │ ├── configuration_bart.cpython-37.pyc │ ├── configuration_bert.cpython-36.pyc │ ├── configuration_bert.cpython-37.pyc │ ├── configuration_bert_generation.cpython-36.pyc │ ├── configuration_bert_generation.cpython-37.pyc │ ├── configuration_camembert.cpython-36.pyc │ ├── configuration_camembert.cpython-37.pyc │ ├── configuration_ctrl.cpython-36.pyc │ ├── configuration_ctrl.cpython-37.pyc │ ├── configuration_distilbert.cpython-36.pyc │ ├── configuration_distilbert.cpython-37.pyc │ ├── configuration_dpr.cpython-36.pyc │ ├── configuration_dpr.cpython-37.pyc │ ├── configuration_electra.cpython-36.pyc │ ├── configuration_electra.cpython-37.pyc │ ├── configuration_encoder_decoder.cpython-36.pyc │ ├── configuration_encoder_decoder.cpython-37.pyc │ ├── configuration_flaubert.cpython-36.pyc │ ├── configuration_flaubert.cpython-37.pyc │ ├── configuration_funnel.cpython-36.pyc │ ├── configuration_funnel.cpython-37.pyc │ ├── configuration_gpt2.cpython-36.pyc │ ├── configuration_gpt2.cpython-37.pyc │ ├── configuration_longformer.cpython-36.pyc │ ├── configuration_longformer.cpython-37.pyc │ ├── configuration_lxmert.cpython-36.pyc │ ├── configuration_lxmert.cpython-37.pyc │ ├── configuration_marian.cpython-36.pyc │ ├── configuration_marian.cpython-37.pyc │ ├── configuration_mbart.cpython-36.pyc │ ├── configuration_mbart.cpython-37.pyc │ ├── configuration_mmbt.cpython-36.pyc │ ├── configuration_mmbt.cpython-37.pyc │ ├── configuration_mobilebert.cpython-36.pyc │ ├── configuration_mobilebert.cpython-37.pyc │ ├── configuration_openai.cpython-36.pyc │ ├── configuration_openai.cpython-37.pyc │ ├── configuration_pegasus.cpython-36.pyc │ ├── configuration_pegasus.cpython-37.pyc │ ├── configuration_reformer.cpython-36.pyc │ ├── configuration_reformer.cpython-37.pyc │ ├── configuration_retribert.cpython-36.pyc │ ├── configuration_retribert.cpython-37.pyc │ ├── configuration_roberta.cpython-36.pyc │ ├── configuration_roberta.cpython-37.pyc │ ├── configuration_t5.cpython-36.pyc │ ├── configuration_t5.cpython-37.pyc │ ├── configuration_transfo_xl.cpython-36.pyc │ ├── configuration_transfo_xl.cpython-37.pyc │ ├── configuration_utils.cpython-36.pyc │ ├── configuration_utils.cpython-37.pyc │ ├── configuration_xlm.cpython-36.pyc │ ├── configuration_xlm.cpython-37.pyc │ ├── configuration_xlm_roberta.cpython-36.pyc │ ├── configuration_xlm_roberta.cpython-37.pyc │ ├── configuration_xlnet.cpython-36.pyc │ ├── configuration_xlnet.cpython-37.pyc │ ├── file_utils.cpython-36.pyc │ ├── file_utils.cpython-37.pyc │ ├── generation_tf_utils.cpython-36.pyc │ ├── generation_utils.cpython-36.pyc │ ├── hf_argparser.cpython-36.pyc │ ├── integrations.cpython-36.pyc │ ├── modelcard.cpython-36.pyc │ ├── modeling_albert.cpython-36.pyc │ ├── modeling_auto.cpython-36.pyc │ ├── modeling_bart.cpython-36.pyc │ ├── modeling_bert.cpython-36.pyc │ ├── modeling_bert_generation.cpython-36.pyc │ ├── modeling_camembert.cpython-36.pyc │ ├── modeling_ctrl.cpython-36.pyc │ ├── modeling_distilbert.cpython-36.pyc │ ├── modeling_dpr.cpython-36.pyc │ ├── modeling_electra.cpython-36.pyc │ ├── modeling_encoder_decoder.cpython-36.pyc │ ├── modeling_flaubert.cpython-36.pyc │ ├── modeling_funnel.cpython-36.pyc │ ├── modeling_gpt2.cpython-36.pyc │ ├── modeling_longformer.cpython-36.pyc │ ├── modeling_lxmert.cpython-36.pyc │ ├── modeling_marian.cpython-36.pyc │ ├── modeling_mbart.cpython-36.pyc │ ├── modeling_mmbt.cpython-36.pyc │ ├── modeling_mobilebert.cpython-36.pyc │ ├── modeling_openai.cpython-36.pyc │ ├── modeling_outputs.cpython-36.pyc │ ├── modeling_pegasus.cpython-36.pyc │ ├── modeling_reformer.cpython-36.pyc │ ├── modeling_retribert.cpython-36.pyc │ ├── modeling_roberta.cpython-36.pyc │ ├── modeling_t5.cpython-36.pyc │ ├── modeling_tf_albert.cpython-36.pyc │ ├── modeling_tf_auto.cpython-36.pyc │ ├── modeling_tf_bert.cpython-36.pyc │ ├── modeling_tf_camembert.cpython-36.pyc │ ├── modeling_tf_ctrl.cpython-36.pyc │ ├── modeling_tf_distilbert.cpython-36.pyc │ ├── modeling_tf_electra.cpython-36.pyc │ ├── modeling_tf_flaubert.cpython-36.pyc │ ├── modeling_tf_funnel.cpython-36.pyc │ ├── modeling_tf_gpt2.cpython-36.pyc │ ├── modeling_tf_longformer.cpython-36.pyc │ ├── modeling_tf_lxmert.cpython-36.pyc │ ├── modeling_tf_mobilebert.cpython-36.pyc │ ├── modeling_tf_openai.cpython-36.pyc │ ├── modeling_tf_outputs.cpython-36.pyc │ ├── modeling_tf_pytorch_utils.cpython-36.pyc │ ├── modeling_tf_roberta.cpython-36.pyc │ ├── modeling_tf_t5.cpython-36.pyc │ ├── modeling_tf_transfo_xl.cpython-36.pyc │ ├── modeling_tf_transfo_xl_utilities.cpython-36.pyc │ ├── modeling_tf_utils.cpython-36.pyc │ ├── modeling_tf_xlm.cpython-36.pyc │ ├── modeling_tf_xlm_roberta.cpython-36.pyc │ ├── modeling_tf_xlnet.cpython-36.pyc │ ├── modeling_transfo_xl.cpython-36.pyc │ ├── modeling_transfo_xl_utilities.cpython-36.pyc │ ├── modeling_utils.cpython-36.pyc │ ├── modeling_xlm.cpython-36.pyc │ ├── modeling_xlm_roberta.cpython-36.pyc │ ├── modeling_xlnet.cpython-36.pyc │ ├── optimization.cpython-36.pyc │ ├── optimization_tf.cpython-36.pyc │ ├── pipelines.cpython-36.pyc │ ├── tokenization_albert.cpython-36.pyc │ ├── tokenization_auto.cpython-36.pyc │ ├── tokenization_bart.cpython-36.pyc │ ├── tokenization_bert.cpython-36.pyc │ ├── tokenization_bert_generation.cpython-36.pyc │ ├── tokenization_bert_japanese.cpython-36.pyc │ ├── tokenization_camembert.cpython-36.pyc │ ├── tokenization_ctrl.cpython-36.pyc │ ├── tokenization_distilbert.cpython-36.pyc │ ├── tokenization_dpr.cpython-36.pyc │ ├── tokenization_electra.cpython-36.pyc │ ├── tokenization_flaubert.cpython-36.pyc │ ├── tokenization_funnel.cpython-36.pyc │ ├── tokenization_gpt2.cpython-36.pyc │ ├── tokenization_longformer.cpython-36.pyc │ ├── tokenization_lxmert.cpython-36.pyc │ ├── tokenization_marian.cpython-36.pyc │ ├── tokenization_mbart.cpython-36.pyc │ ├── tokenization_mobilebert.cpython-36.pyc │ ├── tokenization_openai.cpython-36.pyc │ ├── tokenization_pegasus.cpython-36.pyc │ ├── tokenization_reformer.cpython-36.pyc │ ├── tokenization_retribert.cpython-36.pyc │ ├── tokenization_roberta.cpython-36.pyc │ ├── tokenization_t5.cpython-36.pyc │ ├── tokenization_transfo_xl.cpython-36.pyc │ ├── tokenization_utils.cpython-36.pyc │ ├── tokenization_utils.cpython-37.pyc │ ├── tokenization_utils_base.cpython-36.pyc │ ├── tokenization_utils_base.cpython-37.pyc │ ├── tokenization_utils_fast.cpython-36.pyc │ ├── tokenization_xlm.cpython-36.pyc │ ├── tokenization_xlm_roberta.cpython-36.pyc │ ├── tokenization_xlnet.cpython-36.pyc │ ├── trainer.cpython-36.pyc │ ├── trainer_tf.cpython-36.pyc │ ├── trainer_utils.cpython-36.pyc │ ├── training_args.cpython-36.pyc │ └── training_args_tf.cpython-36.pyc ├── activations.py ├── benchmark │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── benchmark.cpython-36.pyc │ │ ├── benchmark_args.cpython-36.pyc │ │ ├── benchmark_args_tf.cpython-36.pyc │ │ ├── benchmark_args_utils.cpython-36.pyc │ │ ├── benchmark_tf.cpython-36.pyc │ │ └── benchmark_utils.cpython-36.pyc │ ├── benchmark.py │ ├── benchmark_args.py │ ├── benchmark_args_tf.py │ ├── benchmark_args_utils.py │ ├── benchmark_tf.py │ └── benchmark_utils.py ├── commands │ ├── __init__.py │ ├── convert.py │ ├── download.py │ ├── env.py │ ├── run.py │ ├── serving.py │ ├── train.py │ ├── transformers_cli.py │ └── user.py ├── configuration_albert.py ├── configuration_auto.py ├── configuration_bart.py ├── configuration_bert.py ├── configuration_bert_generation.py ├── configuration_camembert.py ├── configuration_ctrl.py ├── configuration_distilbert.py ├── configuration_dpr.py ├── configuration_electra.py ├── configuration_encoder_decoder.py ├── configuration_flaubert.py ├── configuration_funnel.py ├── configuration_gpt2.py ├── configuration_longformer.py ├── configuration_lxmert.py ├── configuration_marian.py ├── configuration_mbart.py ├── configuration_mmbt.py ├── configuration_mobilebert.py ├── configuration_openai.py ├── configuration_pegasus.py ├── configuration_reformer.py ├── configuration_retribert.py ├── configuration_roberta.py ├── configuration_t5.py ├── configuration_transfo_xl.py ├── configuration_utils.py ├── configuration_xlm.py ├── configuration_xlm_roberta.py ├── configuration_xlnet.py ├── convert_albert_original_tf_checkpoint_to_pytorch.py ├── convert_bart_original_pytorch_checkpoint_to_pytorch.py ├── convert_bert_original_tf2_checkpoint_to_pytorch.py ├── convert_bert_original_tf_checkpoint_to_pytorch.py ├── convert_bert_pytorch_checkpoint_to_original_tf.py ├── convert_dialogpt_original_pytorch_checkpoint_to_pytorch.py ├── convert_dpr_original_checkpoint_to_pytorch.py ├── convert_electra_original_tf_checkpoint_to_pytorch.py ├── convert_funnel_original_tf_checkpoint_to_pytorch.py ├── convert_gpt2_original_tf_checkpoint_to_pytorch.py ├── convert_graph_to_onnx.py ├── convert_longformer_original_pytorch_lightning_to_pytorch.py ├── convert_lxmert_original_tf_checkpoint_to_pytorch.py ├── convert_marian_to_pytorch.py ├── convert_mbart_original_checkpoint_to_pytorch.py ├── convert_mobilebert_original_tf_checkpoint_to_pytorch.py ├── convert_openai_original_tf_checkpoint_to_pytorch.py ├── convert_pegasus_tf_to_pytorch.py ├── convert_pytorch_checkpoint_to_tf2.py ├── convert_reformer_trax_checkpoint_to_pytorch.py ├── convert_roberta_original_pytorch_checkpoint_to_pytorch.py ├── convert_t5_original_tf_checkpoint_to_pytorch.py ├── convert_tf_hub_seq_to_seq_bert_to_pytorch.py ├── convert_transfo_xl_original_tf_checkpoint_to_pytorch.py ├── convert_xlm_original_pytorch_checkpoint_to_pytorch.py ├── convert_xlnet_original_tf_checkpoint_to_pytorch.py ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ └── data_collator.cpython-36.pyc │ ├── data_collator.py │ ├── datasets │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── glue.cpython-36.pyc │ │ │ ├── language_modeling.cpython-36.pyc │ │ │ └── squad.cpython-36.pyc │ │ ├── glue.py │ │ ├── language_modeling.py │ │ └── squad.py │ ├── metrics │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ └── __init__.cpython-37.pyc │ │ └── squad_metrics.py │ ├── processors │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── glue.cpython-36.pyc │ │ │ ├── glue.cpython-37.pyc │ │ │ ├── squad.cpython-36.pyc │ │ │ ├── utils.cpython-36.pyc │ │ │ └── xnli.cpython-36.pyc │ │ ├── glue.py │ │ ├── squad.py │ │ ├── utils.py │ │ └── xnli.py │ └── test_generation_utils.py ├── file_utils.py ├── generation_tf_utils.py ├── generation_utils.py ├── hf_api.py ├── hf_argparser.py ├── integrations.py ├── modelcard.py ├── modeling_albert.py ├── modeling_auto.py ├── modeling_bart.py ├── modeling_bert.py ├── modeling_bert_generation.py ├── modeling_camembert.py ├── modeling_ctrl.py ├── modeling_distilbert.py ├── modeling_dpr.py ├── modeling_electra.py ├── modeling_encoder_decoder.py ├── modeling_flaubert.py ├── modeling_funnel.py ├── modeling_gpt2.py ├── modeling_longformer.py ├── modeling_lxmert.py ├── modeling_marian.py ├── modeling_mbart.py ├── modeling_mmbt.py ├── modeling_mobilebert.py ├── modeling_openai.py ├── modeling_outputs.py ├── modeling_pegasus.py ├── modeling_reformer.py ├── modeling_retribert.py ├── modeling_roberta.py ├── modeling_t5.py ├── modeling_tf_albert.py ├── modeling_tf_auto.py ├── modeling_tf_bert.py ├── modeling_tf_camembert.py ├── modeling_tf_ctrl.py ├── modeling_tf_distilbert.py ├── modeling_tf_electra.py ├── modeling_tf_flaubert.py ├── modeling_tf_funnel.py ├── modeling_tf_gpt2.py ├── modeling_tf_longformer.py ├── modeling_tf_lxmert.py ├── modeling_tf_mobilebert.py ├── modeling_tf_openai.py ├── modeling_tf_outputs.py ├── modeling_tf_pytorch_utils.py ├── modeling_tf_roberta.py ├── modeling_tf_t5.py ├── modeling_tf_transfo_xl.py ├── modeling_tf_transfo_xl_utilities.py ├── modeling_tf_utils.py ├── modeling_tf_xlm.py ├── modeling_tf_xlm_roberta.py ├── modeling_tf_xlnet.py ├── modeling_transfo_xl.py ├── modeling_transfo_xl_utilities.py ├── modeling_utils.py ├── modeling_xlm.py ├── modeling_xlm_roberta.py ├── modeling_xlnet.py ├── optimization.py ├── optimization_tf.py ├── pipelines.py ├── testing_utils.py ├── tokenization_albert.py ├── tokenization_auto.py ├── tokenization_bart.py ├── tokenization_bert.py ├── tokenization_bert_generation.py ├── tokenization_bert_japanese.py ├── tokenization_camembert.py ├── tokenization_ctrl.py ├── tokenization_distilbert.py ├── tokenization_dpr.py ├── tokenization_electra.py ├── tokenization_flaubert.py ├── tokenization_funnel.py ├── tokenization_gpt2.py ├── tokenization_longformer.py ├── tokenization_lxmert.py ├── tokenization_marian.py ├── tokenization_mbart.py ├── tokenization_mobilebert.py ├── tokenization_openai.py ├── tokenization_pegasus.py ├── tokenization_reformer.py ├── tokenization_retribert.py ├── tokenization_roberta.py ├── tokenization_t5.py ├── tokenization_transfo_xl.py ├── tokenization_utils.py ├── tokenization_utils_base.py ├── tokenization_utils_fast.py ├── tokenization_xlm.py ├── tokenization_xlm_roberta.py ├── tokenization_xlnet.py ├── trainer.py ├── trainer_tf.py ├── trainer_utils.py ├── training_args.py ├── training_args_tf.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── logging.cpython-36.pyc │ └── logging.cpython-37.pyc │ └── logging.py ├── run_seq2seq.py ├── tcdata └── juesai.json ├── tokenization_unilm.py ├── user_data └── tmp_data │ ├── round1_dev_0907.json │ └── round1_train_0907.json └── utils_seq2seq.py /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/theDyingofLight/nqg-Unilm-tianchi/HEAD/README.md -------------------------------------------------------------------------------- /RoBERTa_zh_L12_PyTorch/vocab.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/theDyingofLight/nqg-Unilm-tianchi/HEAD/RoBERTa_zh_L12_PyTorch/vocab.txt -------------------------------------------------------------------------------- /__init__.py: -------------------------------------------------------------------------------- 1 | """ 2 | @author: jujubi 3 | @contact: wsy970722@163.com 4 | @time: 2020/9/29 5 | """ 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